{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "cde2ba87",
   "metadata": {},
   "source": [
    "# 快速成为深度学习全栈工程师第7课书面作业\n",
    "学号：114499\n",
    "\n",
    "**作业内容：**  \n",
    "1. 按照要求在kaggle上下载房价数据（需要先注册）。\n",
    "2. 视频中已经教授如何绘出与SalePrice相关性前10的变量之间的相关性矩阵，请试着绘出后10个变量。\n",
    "3. 请用三句话说出特征工程和特征选择的关系。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a815dc01",
   "metadata": {},
   "source": [
    "## 第1题\n",
    "按照要求在kaggle上下载房价数据（需要先注册）。\n",
    "![full07-2](https://gitee.com/dotzhen/cloud-notes/raw/master/full07-2.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "daf71075",
   "metadata": {},
   "source": [
    "下载后的数据（包括解压后的数据）如下：\n",
    "![full07-3](https://gitee.com/dotzhen/cloud-notes/raw/master/full07-3.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "33d8ef31",
   "metadata": {},
   "source": [
    "## 第2题\n",
    "视频中已经教授如何绘出与SalePrice相关性前10的变量之间的相关性矩阵，请试着绘出后10个变量。  \n",
    "实现如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "4af460f2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-05T09:03:43.750526Z",
     "start_time": "2022-01-05T09:03:43.722829Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['Id', 'MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street',\n",
      "       'Alley', 'LotShape', 'LandContour', 'Utilities', 'LotConfig',\n",
      "       'LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType',\n",
      "       'HouseStyle', 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd',\n",
      "       'RoofStyle', 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType',\n",
      "       'MasVnrArea', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual',\n",
      "       'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1',\n",
      "       'BsmtFinType2', 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating',\n",
      "       'HeatingQC', 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF',\n",
      "       'LowQualFinSF', 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath',\n",
      "       'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual',\n",
      "       'TotRmsAbvGrd', 'Functional', 'Fireplaces', 'FireplaceQu', 'GarageType',\n",
      "       'GarageYrBlt', 'GarageFinish', 'GarageCars', 'GarageArea', 'GarageQual',\n",
      "       'GarageCond', 'PavedDrive', 'WoodDeckSF', 'OpenPorchSF',\n",
      "       'EnclosedPorch', '3SsnPorch', 'ScreenPorch', 'PoolArea', 'PoolQC',\n",
      "       'Fence', 'MiscFeature', 'MiscVal', 'MoSold', 'YrSold', 'SaleType',\n",
      "       'SaleCondition', 'SalePrice'],\n",
      "      dtype='object')\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "from scipy.stats import norm\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from scipy import stats\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "# %matplotlib inline\n",
    "\n",
    "#bring in the six packs\n",
    "df_train = pd.read_csv('train.csv')\n",
    "\n",
    "print(df_train.columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d3cf18c5",
   "metadata": {},
   "source": [
    "查看一下整体的热图："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f169051e",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-05T08:18:36.232287Z",
     "start_time": "2022-01-05T08:18:35.355903Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corrmat = df_train.corr()\n",
    "f, ax = plt.subplots(figsize=(12, 9))\n",
    "sns.heatmap(corrmat, vmax=.8, square=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "edbd1d59",
   "metadata": {},
   "source": [
    "下面是课程上实现的查看前10个与\"SalePrice\"相关性大的变量的热图，其实除了“SalePrice”外应该是9个强相关变量。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "71bddcd4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-05T09:17:34.971240Z",
     "start_time": "2022-01-05T09:17:34.303931Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "k = 10\n",
    "cols = corrmat.nlargest(k, 'SalePrice')['SalePrice'].index\n",
    "cm = np.corrcoef(df_train[cols].values.T)\n",
    "sns.set(font_scale=1.25)\n",
    "hm = sns.heatmap(cm, cbar=True, annot=True, square=True, fmt='.2f', annot_kws={'size': 10}, \n",
    "yticklabels=cols.values, xticklabels=cols.values)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32d92016",
   "metadata": {},
   "source": [
    "下面参照上例实现后10个与\"SalePrice\"相关性大的变量的热图。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "7d44d7d2",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-05T09:18:05.444546Z",
     "start_time": "2022-01-05T09:18:04.776268Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "k = 19 #实际是9个\n",
    "cols = corrmat.nlargest(k, 'SalePrice')['SalePrice'].index\n",
    "cols1 = cols[10:19]\n",
    "cols2 = cols[0:1]\n",
    "cols = cols2.union(cols1,sort=False)\n",
    "# df_train[cols].fillna(1)\n",
    "cm = np.corrcoef(df_train[cols].values.T)\n",
    "sns.set(font_scale=1.25)\n",
    "hm = sns.heatmap(cm, cbar=True, annot=True, square=True, fmt='.2f', annot_kws={'size': 10}, \n",
    "yticklabels=cols.values, xticklabels=cols.values)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b6b973b",
   "metadata": {},
   "source": [
    "发现上图中\"GarageYrBlt\"、\"MasVnrArea\"、\"LotFrontage\"与\"SalePrice\"之间的相关系数没有呈现出来，我们打印cm变量看一下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "9340891e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 1.          0.50710097         nan         nan  0.46692884  0.38641981\n",
      "          nan  0.32441344  0.3193338   0.31585623]\n",
      " [ 0.50710097  1.                 nan         nan  0.11258132  0.12845055\n",
      "          nan  0.20572592  0.14002378  0.22629763]\n",
      " [        nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan]\n",
      " [        nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan]\n",
      " [ 0.46692884  0.11258132         nan         nan  1.          0.26001092\n",
      "          nan  0.2000188   0.19456089  0.16940533]\n",
      " [ 0.38641981  0.12845055         nan         nan  0.26001092  1.\n",
      "          nan  0.20430615 -0.13707899  0.11176061]\n",
      " [        nan         nan         nan         nan         nan         nan\n",
      "          nan         nan         nan         nan]\n",
      " [ 0.32441344  0.20572592         nan         nan  0.2000188   0.20430615\n",
      "          nan  1.          0.09216542  0.05866061]\n",
      " [ 0.3193338   0.14002378         nan         nan  0.19456089 -0.13707899\n",
      "          nan  0.09216542  1.          0.20802606]\n",
      " [ 0.31585623  0.22629763         nan         nan  0.16940533  0.11176061\n",
      "          nan  0.05866061  0.20802606  1.        ]]\n"
     ]
    }
   ],
   "source": [
    "print(cm)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c76a661c",
   "metadata": {},
   "source": [
    "发现这三列的数据为nan，即为空，这很有可能是有缺失值导致的，我们查看一下缺失值情况："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "2a893991",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1460 entries, 0 to 1459\n",
      "Data columns (total 10 columns):\n",
      " #   Column        Non-Null Count  Dtype  \n",
      "---  ------        --------------  -----  \n",
      " 0   SalePrice     1460 non-null   int64  \n",
      " 1   YearRemodAdd  1460 non-null   int64  \n",
      " 2   GarageYrBlt   1379 non-null   float64\n",
      " 3   MasVnrArea    1452 non-null   float64\n",
      " 4   Fireplaces    1460 non-null   int64  \n",
      " 5   BsmtFinSF1    1460 non-null   int64  \n",
      " 6   LotFrontage   1201 non-null   float64\n",
      " 7   WoodDeckSF    1460 non-null   int64  \n",
      " 8   2ndFlrSF      1460 non-null   int64  \n",
      " 9   OpenPorchSF   1460 non-null   int64  \n",
      "dtypes: float64(3), int64(7)\n",
      "memory usage: 114.2 KB\n"
     ]
    }
   ],
   "source": [
    "df_train[cols].info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a67fb95b",
   "metadata": {},
   "source": [
    "从上面数据看一共有1460个样本，但是\"GarageYrBlt\"、\"MasVnrArea\"、\"LotFrontage\"都有不同呈现的值缺失。但是我也观察到在第一个呈现完整热图时没有出现有相关系统为空的情况，那时用来计算相关性系统的方法是调用pandas.dataframe.corr()函数，这个函数查看手册里提到了是会跳过缺失值的。而后面用来计算Top10的相关性系统用的是numpy的corrcoef()函数，这个函数没有这种处理。因此，这里我修改一下，用pandas计算相关性的函数："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "fe0e96c0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-01-05T09:17:05.794369Z",
     "start_time": "2022-01-05T09:17:05.118099Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "k = 19\n",
    "cols = corrmat.nlargest(k, 'SalePrice')['SalePrice'].index\n",
    "cols1 = cols[10:19]\n",
    "cols2 = cols[0:1]\n",
    "cols = cols2.union(cols1,sort=False)\n",
    "cm=df_train[cols].corr().values\n",
    "sns.set(font_scale=1.25)\n",
    "hm = sns.heatmap(cm, cbar=True, annot=True, square=True, fmt='.2f', annot_kws={'size': 10}, \n",
    "yticklabels=cols.values, xticklabels=cols.values)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a206186",
   "metadata": {},
   "source": [
    "OK!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94ad75b4",
   "metadata": {},
   "source": [
    "## 第3题\n",
    "请用三句话说出特征工程和特征选择的关系\n",
    "\n",
    "1. 特征工程是特征选择的基础\n",
    "2. 特征工程做的好，特征选择才能准确，模型精度才会高\n",
    "3. 特征选择的思路也反过来会决定特征工作的方向。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "baa891b3",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
